{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-16T13:09:07.818416300Z",
     "start_time": "2024-04-16T13:09:05.827533200Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.datasets import make_blobs, make_moons\n",
    "from sklearn.metrics import classification_report\n",
    "\n",
    "\n",
    "def plot_decision_boundary_with_margin(X, y, model, title):\n",
    "    # 设置图形大小\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    \n",
    "    # 定义网格范围\n",
    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1),\n",
    "                         np.arange(y_min, y_max, 0.1))\n",
    "\n",
    "    # 预测网格中所有点的类别\n",
    "    Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    \n",
    "    # 计算决策函数的值，用于绘制支持向量和间隔\n",
    "    decision_function = model.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "    decision_function = decision_function.reshape(xx.shape)\n",
    "\n",
    "    # 绘制决策边界和数据点\n",
    "    plt.contourf(xx, yy, Z, alpha=0.4)\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y, s=20, edgecolor='k')\n",
    "    plt.title(title)\n",
    "    plt.xlabel('Feature 1')\n",
    "    plt.ylabel('Feature 2')\n",
    "\n",
    "    # 绘制支持向量\n",
    "    plt.scatter(model.support_vectors_[:, 0], model.support_vectors_[:, 1], s=100,\n",
    "                facecolors='none', edgecolors='k', label='Support Vectors')\n",
    "    \n",
    "    # 绘制间隔\n",
    "    plt.contour(xx, yy, decision_function, colors='k', levels=[-1, 0, 1], alpha=0.5,\n",
    "                linestyles=['--', '-', '--'])\n",
    "    \n",
    "    plt.legend()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear Support Vector Machine\n",
    "\n",
    "用**间隔**来定义分类器的置信度。即:距离判别界面越远的样本，其预测结果越可信。\n",
    "\n",
    "远近定义为“间隔”，几何间隔是样本点到判别界面的几何距离；而行数间隔是判别函数带入样本后的函数值。\n",
    "\n",
    "对于样本 $(\\mathbf{x}, y)$，和判别界面 $\\mathbf{w}^T\\mathbf{x}+b=0$\n",
    "* 其几何间隔 $\\gamma = y\\left ( \\left ( \\dfrac{\\mathbf{w}}{\\|\\mathbf{w}\\|^2}\\right )^T\\mathbf{x} + \\dfrac{b}{\\|\\mathbf{w}\\|^2} \\right )$\n",
    "* 其函数间隔 $\\hat{\\gamma}=y(\\mathbf{w}^T\\mathbf{x}+b)$\n",
    "\n",
    "可见，函数间隔与几何间隔满足数值关系：\n",
    "$$\n",
    "\\gamma = \\dfrac{\\hat{\\gamma}}{\\|\\mathbf{w}\\|^2}\n",
    "$$\n",
    "\n",
    "其中，数据集中样本的最小几何/函数间隔，即是数据集的几何/函数间隔。\n",
    "\n",
    "\n",
    "根据已有的线性可分样本点，我们可以画出多个划分界面正确划分样本。最优间隔分类器则是根据**间隔**这一指标求出让每个样本划分结果都由较高置信度的“最优判别函数”。\n",
    "\n",
    "即：\n",
    "* 求解最优化问题\n",
    "    * 满足 $m$ 个样本点的函数间隔都大于该类样本的函数间隔的情况下\n",
    "    * 求解参数$w$使得样本的几何间隔最大\n",
    "\n",
    "该最优化可以表示为：\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\text{max} & &\\dfrac{\\hat{\\gamma}}{\\|\\mathbf{w}\\|^2} \\\\\n",
    "& s.t. & &y_{i}(\\mathbf{w}^Tx_i+b)\\geq\\hat{\\gamma} & \\text{i=1,...,m}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "* 为了简化问题\n",
    "    * 假设函数间隔为1，则$\\dfrac{\\hat{\\gamma}}{\\|\\mathbf{w}\\|^2}\\to\\dfrac{1}{\\|\\mathbf{w}\\|^2}$\n",
    "    * 最大化问题转换为最小化问题：$\\text{max }\\dfrac{1}{\\|\\mathbf{w}\\|^2}\\to\\text{min }\\|\\mathbf{w}\\|^2$\n",
    "\n",
    "简化后得到最优化问题形式如下：\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\mathop{min}\\limits_{\\mathbf{w},b} & &\\dfrac{1}{2}\\|\\mathbf{w}\\|^2 \\\\\n",
    "& s.t. & &y_{i}(\\mathbf{w}^T\\mathbf{x}_i+b)\\geq 1 & \\text{i=1,...,m}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "用拉格朗日乘数法求解上述最优化问题：\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "&\\text{objective function} && \\dfrac{1}{2}\\|\\mathbf{w}\\|^2 \\\\\n",
    "& \\text{constraints} && g_i(\\mathbf{w}) = 1 - y_i\\left ( \\mathbf{w}^T\\mathbf{x}_i + b \\right ) \\leq 0 & \\text{i=1,...,m} \\\\\n",
    "& \\text{lagrange function} && L(\\mathbf{w}, b, \\alpha) = \\dfrac{1}{2}\\|\\mathbf{w}\\|^2 + \\sum_i^m \\alpha_ig_i(\\mathbf{w}) \\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "其中有**KKT互补条件**：\n",
    "$$\n",
    "\\alpha^*_ig_i(\\mathbf{w}^*)=0\\to \\left \\{\n",
    "\\begin{matrix}\n",
    "&g_i(\\mathbf{w}^*)<0 & \\to &\\alpha_i^*=0 \\\\\n",
    "&\\alpha_i^* \\neq 0 & \\to & g_i(\\mathbf{w}^*)=0 &\\text{支持向量}\n",
    "\\end{matrix} \\right .\n",
    "$$\n",
    "\n",
    "令 $L(\\mathbf{w},b,\\alpha)$ 对 $\\mathbf{w}$ 和 $b$ 的偏导为0，可得：\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\mathbf{w}^* &= \\sum_{i=1}^m\\alpha_iy_i\\mathbf{x}_i \\\\\n",
    "0 &= \\sum_i^m \\alpha_iy_i\n",
    "\\end{aligned}\n",
    "$$\n",
    "带入 $L(\\mathbf{w},b,\\alpha)$ 即可消去 $w$ 和 $b$，并得到原问题的**对偶问题（Dual Problem）**\n",
    "$$\n",
    "\\begin{aligned}\n",
    "&\\mathop{max}\\limits_{\\alpha} && \\sum^m_{i=1}\\alpha_i-\\dfrac{1}{2}\\sum_{i=1}^m\\sum^m_{j=1}\\alpha_i\\alpha_jy_iy_j\\mathbf{x}_i^T\\mathbf{x}_j \\\\\n",
    "& \\text{s.t.} && \\sum^m_{i=1} \\alpha_iy_i=0 \\\\\n",
    "& && \\alpha_i \\geq 0 & \\text{i=1,...,m}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "\n",
    "解出 $\\alpha$ 后带入：\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\mathbf{w}^* &= \\sum_{i=1}^m\\alpha_iy_i\\mathbf{x}_i \\\\\n",
    "b^* &= y_s - \\mathbf{w}^*x_s & (\\mathbf{x}_s,y_s)\\text{是支持向量，对应的 }\\alpha_s>0\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "考虑到仅由支持向量参与运算\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\mathbf{w}^* &= \\sum_{s}\\alpha_sy_s\\mathbf{x}_s \\\\\n",
    "b^* &= \\dfrac{\\sum_s(y_s - (\\mathbf{w}^*)^Tx_s)}{\\text{支持向量的个数}} & (\\mathbf{x}_s,y_s)\\text{是支持向量，对应的 }\\alpha_s>0\n",
    "\\end{aligned}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        50\n",
      "           1       1.00      1.00      1.00        50\n",
      "\n",
      "    accuracy                           1.00       100\n",
      "   macro avg       1.00      1.00      1.00       100\n",
      "weighted avg       1.00      1.00      1.00       100\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 简单二分类\n",
    "X, y = make_blobs(n_samples=100, centers=2, random_state=6)\n",
    "svm_linear = SVC(kernel='linear', C=1)\n",
    "svm_linear.fit(X, y)\n",
    "plot_decision_boundary_with_margin(X, y, svm_linear, 'Linear Kernel SVM - Simple Dataset')\n",
    "\n",
    "# 分类性能\n",
    "print(classification_report(y, svm_linear.predict(X)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在求解过程中发现，线性支持向量机的判别界面仅仅与几个样本点相关，这些样本点称作“支持向量”（Support Vectors）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "support vectors：\n",
      "[[ 7.27059007 -4.84225716]\n",
      " [ 6.49868019 -7.13530714]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        50\n",
      "           1       1.00      1.00      1.00        50\n",
      "\n",
      "    accuracy                           1.00       100\n",
      "   macro avg       1.00      1.00      1.00       100\n",
      "weighted avg       1.00      1.00      1.00       100\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 支持向量：\n",
    "print(\"support vectors：\")\n",
    "print(svm_linear.support_vectors_)\n",
    "\n",
    "# 支持向量的作用\n",
    "X_support = svm_linear.support_vectors_\n",
    "y_support = svm_linear.support_\n",
    "svm_linear_tiny = SVC(kernel='linear')\n",
    "# 仅使用 支持向量 训练支持向量机\n",
    "svm_linear_tiny.fit(X_support, y_support)\n",
    "plot_decision_boundary_with_margin(X, y, svm_linear_tiny, 'Linear Kernel SVM - Support Vectors Only')\n",
    "# 仅用支持向量训练的SVM性能\n",
    "print(classification_report(y, svm_linear.predict(X)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 核函数\n",
    "\n",
    "现实任务中，许多数据需要线性映射到更高维的特征空间进行划分。我们假设将 $\\mathbf{x}$ 经过线性映射 $\\phi(\\mathbf{x})$ 后线性可分，则\n",
    "\n",
    "原问题：\n",
    "\n",
    "$$\\begin{aligned}& \\mathop{min}\\limits_{\\mathbf{w},b} && \\dfrac{1}{2}\\|\\mathbf{w}\\|^2 \\\\& \\text{s.t.} && y_i(\\mathbf{w}^T\\phi(\\mathbf{x}_i) + b) \\geq 1 & \\text{i=1,...,m}\\end{aligned}$$\n",
    "    \n",
    "对偶问题：\n",
    "\n",
    "$$\\begin{aligned}&\\mathop{max}\\limits_{\\alpha}&&\\sum_{i=1}^m\\alpha_i-\\dfrac{1}{2}\\sum^m_{i,j=1}\\alpha_i\\alpha_jy_iy_j\\phi(\\mathbf{x}_i)^T\\phi(\\mathbf{x}_j) \\\\ & \\text{s.t.}&& \\alpha_i \\geq 0 \\\\ &&& \\sum_{i=1}^m\\alpha_iy_i=0\\end{aligned}$$\n",
    "\n",
    "在上述对偶问题中，$\\phi(\\mathbf{x}_i)^T\\phi(\\mathbf{x}_j)$一项计算困难。我们假设有一个函数 $\\kappa(\\mathbf{x}_i, \\mathbf{x}_j)$，其值刚好等于 $\\phi(\\mathbf{x}_i)^T\\phi(\\mathbf{x}_j)$。即：\n",
    "\n",
    "$$\\kappa(\\mathbf{x}_i,\\mathbf{x}_j)=\\left < \\phi(\\mathbf{x}_i), \\phi(\\mathbf{x}_j)\\right >=\\phi(\\mathbf{x}_i)^T\\phi(\\mathbf{x}_j)$$\n",
    "\n",
    "\n",
    "\n",
    "此时，对偶问题形式为\n",
    "\n",
    "$$\\begin{aligned}&\\mathop{max}\\limits_{\\alpha}&&\\sum_{i=1}^m\\alpha_i-\\dfrac{1}{2}\\sum^m_{i,j=1}\\alpha_i\\alpha_jy_iy_j\\kappa(\\mathbf{x}_i,\\mathbf{x}_j) \\\\ & \\text{s.t.}&& \\alpha_i \\geq 0 \\\\ &&& \\sum_{i=1}^m\\alpha_iy_i=0\\end{aligned}$$\n",
    "\n",
    "我们用核函数绕过了线性映射 $\\phi(\\mathbf{x})$ 与高维空间的内积 $\\phi(\\mathbf{x}_i)^T\\phi(\\mathbf{x}_j)$ 两部分的计算。\n",
    "\n",
    "> 一个核函数 $\\kappa(\\mathbf{x}_i,\\mathbf{x}_j)$可能对应多种线性映射后的内积。\n",
    "\n",
    "> **定理：核函数**\n",
    "> 令$X$为输入空间，$\\kappa(.,.)$是定义在 $X\\times X$ 上的对称函数，则 $\\kappa$ 是核函数当且仅当对于任意数据 $D= \\{ \\mathbf{x}_1, \\mathbf{x}_2, \\cdots,\\mathbf{x}_m\\}$, \"核矩阵\" (kernel matrix) $K$ 总是半正定的：\n",
    "> \n",
    "> $$K_{m\\times m} \\text{ 其中}K_{i,j}=\\kappa(\\mathbf{x}_i,\\mathbf{x}_j)$$\n",
    "> \n",
    "> 该定理表明，只要一个对称函数所对应的核矩阵半正定，它就能作为核函数使用。事实上，对于一个半正定核矩阵，总能找到一个与之对应的映射 $\\phi$。换言之，任何一个核函数都隐式地定义了一个称为“再生核希尔伯特空间\" (Reproducing Kernel Hilbert Space, 简称 RKHS) 的特征空间。[^周志华.机器学习]\n",
    "> \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **常用核函数**\n",
    "> |名称|表达式|参数|\n",
    "> |:-:|:-:|:-:|\n",
    "> |线性核|$\\kappa(\\mathbf{x},\\mathbf{z})=\\mathbf{x}^T\\mathbf{z}$||\n",
    "> |多项式核|$\\kappa(\\mathbf{x},\\mathbf{z})=(\\mathbf{x}^T\\mathbf{z})^d \\text{ or } (\\mathbf{x}^T\\mathbf{z}+1)^d$ |$d\\geq1$为多项式的次数|\n",
    "> |高斯核|$\\kappa(\\mathbf{x},\\mathbf{z})=exp\\left(-\\dfrac{\\|\\mathbf{x}-\\mathbf{z}\\|^2}{2\\sigma^2}\\right)$|$\\sigma>0$为高斯核的带宽（width）|\n",
    "> |拉普拉斯核|$\\kappa(\\mathbf{x},\\mathbf{z})=exp\\left(-\\dfrac{\\|\\mathbf{x}-\\mathbf{z}\\|}{\\sigma}\\right)$|$\\sigma>0$|\n",
    "> |Sigmoid核|$\\kappa(\\mathbf{x},\\mathbf{z})=\\tanh{(\\beta\\mathbf{x}^T\\mathbf{z}+\\theta)}$|$\\beta>0,\\theta<0$|\n",
    ">\n",
    "> 见周志华的《机器学习》\n",
    "\n",
    "其中高斯核可以被证明相当于无穷维度映射后的内积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.88      0.86      0.87        50\n",
      "           1       0.86      0.88      0.87        50\n",
      "\n",
      "    accuracy                           0.87       100\n",
      "   macro avg       0.87      0.87      0.87       100\n",
      "weighted avg       0.87      0.87      0.87       100\n",
      "\n"
     ]
    }
   ],
   "source": [
    "X_complex, y_complex = make_moons(n_samples=100, noise=0.15, random_state=42)\n",
    "svm_linear = SVC(kernel='linear')\n",
    "svm_linear.fit(X_complex, y_complex)\n",
    "plot_decision_boundary_with_margin(X_complex, y_complex, svm_linear, 'Linear Kernel SVM - Complex Dataset')\n",
    "\n",
    "print(classification_report(y_complex, svm_linear.predict(X_complex)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.92      0.92      0.92        50\n",
      "           1       0.92      0.92      0.92        50\n",
      "\n",
      "    accuracy                           0.92       100\n",
      "   macro avg       0.92      0.92      0.92       100\n",
      "weighted avg       0.92      0.92      0.92       100\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 使用高斯核\n",
    "svm_rbf = SVC(kernel='rbf', gamma='auto')\n",
    "svm_rbf.fit(X_complex, y_complex)\n",
    "plot_decision_boundary_with_margin(X_complex, y_complex, svm_rbf, 'Gaussian Kernel SVM - Complex Dataset')\n",
    "\n",
    "# 分类性能\n",
    "print(classification_report(y_complex, svm_rbf.predict(X_complex)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 软间隔\n",
    "\n",
    "\n",
    "如果数据是线性可分的，则可以使用支持向量机很好的解出超平面。但如果数据不是线性可分的，则需要引入软间隔（soft margin）的概念，允许支持向量机在一些样本上“出错”。出错即不满足约束$$y_i(\\mathbf{w}^T\\mathbf{x}_i+b)\\geq 1$$\n",
    "\n",
    "与之对应的，前边提到将所有样本都正确划分的支持向量机，则是硬间隔（hard margin）支持向量机。\n",
    "\n",
    "要在最大化间隔的同时，使不满足约束的样本尽可能少，于是优化目标可以写为：\n",
    "$$\n",
    "\\begin{aligned}\n",
    "&\\mathop{min}\\limits_{w,b} && \\dfrac{1}{2}\\|\\mathbf{w}\\|^2+C\\sum^m_{i=1}l\\left(y_i(\\mathbf{w}^T\\mathbf{x}_i+b)\\right)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "其中 $C>0$ 是一个常数，$l(z)$是“损失函数”，scikit-learn 中使用 hinge loss。\n",
    "\n",
    "显然：$C$ 越大，允许的“错误”越少，越小则允许的错误越多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.94      0.98      0.96        50\n",
      "           1       0.98      0.94      0.96        50\n",
      "\n",
      "    accuracy                           0.96       100\n",
      "   macro avg       0.96      0.96      0.96       100\n",
      "weighted avg       0.96      0.96      0.96       100\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 使用高斯核\n",
    "svm_rbf_soft = SVC(kernel='rbf', gamma='auto', C=5)\n",
    "svm_rbf_soft.fit(X_complex, y_complex)\n",
    "plot_decision_boundary_with_margin(X_complex, y_complex, svm_rbf_soft, 'Gaussian Kernel SVM with soft margin- Complex Dataset')\n",
    "\n",
    "# 分类性能\n",
    "print(classification_report(y_complex, svm_rbf_soft.predict(X_complex)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实际应用，以鸢尾花数据集为例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear SVM:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        19\n",
      "           1       1.00      0.92      0.96        13\n",
      "           2       0.93      1.00      0.96        13\n",
      "\n",
      "    accuracy                           0.98        45\n",
      "   macro avg       0.98      0.97      0.97        45\n",
      "weighted avg       0.98      0.98      0.98        45\n",
      "\n",
      "RBF SVM:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        19\n",
      "           1       1.00      1.00      1.00        13\n",
      "           2       1.00      1.00      1.00        13\n",
      "\n",
      "    accuracy                           1.00        45\n",
      "   macro avg       1.00      1.00      1.00        45\n",
      "weighted avg       1.00      1.00      1.00        45\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn import datasets\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 1. 导入数据\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "# 2. PCA降维\n",
    "pca = PCA(n_components=2)  # 降到2维便于可视化\n",
    "X_pca = pca.fit_transform(X)\n",
    "\n",
    "# 3. 标准化\n",
    "scaler = StandardScaler()\n",
    "X_std = scaler.fit_transform(X_pca)\n",
    "\n",
    "# 4. 线性核支持向量机分类\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_std, y, test_size=0.3, random_state=42)\n",
    "svm_linear = SVC(kernel='linear', C=1.0)\n",
    "svm_linear.fit(X_train, y_train)\n",
    "\n",
    "# 5. 高斯核支持向量机分类\n",
    "svm_rbf = SVC(kernel='rbf', C=1.0, gamma='auto')\n",
    "svm_rbf.fit(X_train, y_train)\n",
    "\n",
    "# 预测\n",
    "y_pred_linear = svm_linear.predict(X_test)\n",
    "y_pred_rbf = svm_rbf.predict(X_test)\n",
    "\n",
    "# 6. 可视化展示两种支持向量机的分类结果，决策边界，支持向量\n",
    "def plot_svm_boundary(model, X, y, ax, title):\n",
    "    X0, X1 = X[:, 0], X[:, 1]\n",
    "    xx, yy = np.meshgrid(np.arange(X0.min() - 1, X0.max() + 1, 0.01),\n",
    "                         np.arange(X1.min() - 1, X1.max() + 1, 0.01))\n",
    "\n",
    "    Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "\n",
    "    ax.contourf(xx, yy, Z, alpha=0.4)\n",
    "    scatter = ax.scatter(X0, X1, c=y, edgecolors='k')\n",
    "    ax.legend(*scatter.legend_elements(), title=\"Classes\")\n",
    "    ax.scatter(model.support_vectors_[:, 0], model.support_vectors_[:, 1], s=100,\n",
    "               linewidth=1, facecolors='none', edgecolors='k')\n",
    "    ax.set_title(title)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 8))\n",
    "plot_svm_boundary(svm_linear, X_train, y_train, axes[0], 'Linear SVM')\n",
    "plot_svm_boundary(svm_rbf, X_train, y_train, axes[1], 'RBF SVM')\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# 7. 打印classification report\n",
    "report_linear = classification_report(y_test, y_pred_linear)\n",
    "report_rbf = classification_report(y_test, y_pred_rbf)\n",
    "\n",
    "print(\"Linear SVM:\")\n",
    "print(report_linear)\n",
    "\n",
    "print(\"RBF SVM:\")\n",
    "print(report_rbf)\n"
   ]
  }
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